Mathematical Matrix Methods lie at the root of most methods of machine learning and data analysis of tabular data. Learn the basics of Matrix Methods, including matrix-matrix multiplication, solving linear equations, orthogonality, and best least squares approximation. Discover the Singular Value Decomposition that plays a fundamental role in dimensionality reduction, Principal Component Analysis, and noise reduction. Optional examples using Python are used to illustrate the concepts and allow the learner to experiment with the algorithms.
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Matrix Methods
Universidad de MinnesotaAcerca de este Curso
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Inglés (English)
SubtÃtulos: Francés (French), Portugués (europeo), Ruso (Russian), Inglés (English), Español (Spanish)
Fechas lÃmite flexibles
Restablece las fechas lÃmite en función de tus horarios.
Certificado para compartir
Obtén un certificado al finalizar
100Â % en lÃnea
Comienza de inmediato y aprende a tu propio ritmo.
Nivel intermedio
Aprox. 7 horas para completar
Inglés (English)
SubtÃtulos: Francés (French), Portugués (europeo), Ruso (Russian), Inglés (English), Español (Spanish)
ofrecido por
Universidad de Minnesota
The University of Minnesota is among the largest public research universities in the country, offering undergraduate, graduate, and professional students a multitude of opportunities for study and research. Located at the heart of one of the nation’s most vibrant, diverse metropolitan communities, students on the campuses in Minneapolis and St. Paul benefit from extensive partnerships with world-renowned health centers, international corporations, government agencies, and arts, nonprofit, and public service organizations.
Programa - Qué aprenderás en este curso
1 hora para completar
Matrices as Mathematical Objects
1 hora para completar
3 videos (Total 11 minutos), 2 lecturas, 3 cuestionarios
2 horas para completar
Matrix Multiplication and other Operations
2 horas para completar
3 videos (Total 14 minutos), 2 lecturas, 3 cuestionarios
1 hora para completar
Systems of Linear Equations
1 hora para completar
4 videos (Total 15 minutos), 3 lecturas, 4 cuestionarios
2 horas para completar
Linear Least Squares
2 horas para completar
4 videos (Total 16 minutos), 2 lecturas, 5 cuestionarios
Reseñas
- 5 stars55,55Â %
- 4 stars19,90Â %
- 3 stars9,25Â %
- 2 stars7,40Â %
- 1 star7,87Â %
Principales reseñas sobre MATRIX METHODS
por UJ10 de may. de 2021
It was a great opportunity to know more abut matrices and their characteristics
por AV31 de ago. de 2022
This has been a helpful course. I had the chance to learn about practical applications of matrices.
por TT17 de may. de 2020
This Course content is very good and has good real-time examples. However, the Instructor should add a few videos on SVD, Maximum dilation, and Shrinkage and Direction of Maximum Dilation.
por JD31 de may. de 2020
Very good course, the questions are really challenging...
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